Relatorio Completo Covid19

Dataset statistics

Number of variables	26
Number of observations	18214
Missing cells	99919
Missing cells (%)	21.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.6 MiB
Average record size in memory	208.0 B

Variable types

NUM	22
CAT	4

Warnings

`country` has constant value "18214"	Constant
`city` has constant value "18214"	Constant
`date` has a high cardinality: 667 distinct values	High cardinality
`newCases` is highly correlated with `newDeaths`	High correlation
`newDeaths` is highly correlated with `newCases`	High correlation
`totalCases` is highly correlated with `deaths` and 7 other fields	High correlation
`deaths` is highly correlated with `totalCases` and 6 other fields	High correlation
`deathsMS` is highly correlated with `deaths` and 6 other fields	High correlation
`totalCasesMS` is highly correlated with `deaths` and 7 other fields	High correlation
`totalCases_per_100k_inhabitants` is highly correlated with `deaths_per_100k_inhabitants` and 1 other fields	High correlation
`deaths_per_100k_inhabitants` is highly correlated with `totalCases_per_100k_inhabitants`	High correlation
`recovered` is highly correlated with `deaths` and 7 other fields	High correlation
`suspects` is highly correlated with `totalCases` and 2 other fields	High correlation
`tests` is highly correlated with `deaths` and 5 other fields	High correlation
`tests_per_100k_inhabitants` is highly correlated with `totalCases_per_100k_inhabitants`	High correlation
`vaccinated` is highly correlated with `deaths` and 6 other fields	High correlation
`vaccinated_per_100_inhabitants` is highly correlated with `epi_week` and 1 other fields	High correlation
`epi_week` is highly correlated with `vaccinated_per_100_inhabitants` and 1 other fields	High correlation
`vaccinated_second` is highly correlated with `vaccinated` and 1 other fields	High correlation
`vaccinated_second_per_100_inhabitants` is highly correlated with `epi_week` and 1 other fields	High correlation
`vaccinated_single` is highly correlated with `deaths` and 7 other fields	High correlation
`recovered` has 643 (3.5%) missing values	Missing
`suspects` has 2544 (14.0%) missing values	Missing
`tests` has 1344 (7.4%) missing values	Missing
`tests_per_100k_inhabitants` has 1344 (7.4%) missing values	Missing
`vaccinated` has 8731 (47.9%) missing values	Missing
`vaccinated_per_100_inhabitants` has 8731 (47.9%) missing values	Missing
`vaccinated_second` has 9411 (51.7%) missing values	Missing
`vaccinated_second_per_100_inhabitants` has 9411 (51.7%) missing values	Missing
`vaccinated_single` has 13310 (73.1%) missing values	Missing
`vaccinated_single_per_100_inhabitants` has 13310 (73.1%) missing values	Missing
`vaccinated_third` has 15570 (85.5%) missing values	Missing
`vaccinated_third_per_100_inhabitants` has 15570 (85.5%) missing values	Missing
`date` is uniformly distributed	Uniform
`state` is uniformly distributed	Uniform
`newDeaths` has 1911 (10.5%) zeros	Zeros
`deaths` has 461 (2.5%) zeros	Zeros
`newCases` has 506 (2.8%) zeros	Zeros
`deathsMS` has 470 (2.6%) zeros	Zeros
`deaths_per_100k_inhabitants` has 461 (2.5%) zeros	Zeros
`deaths_by_totalCases` has 461 (2.5%) zeros	Zeros

Reproduction

Analysis started	2022-01-04 21:25:18.371379
Analysis finished	2022-01-04 21:26:57.325916
Duration	1 minute and 38.95 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

epi_week
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	96
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	83.17986164
Minimum	9
Maximum	151
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	9
5-th percentile	16
Q1	34
median	105
Q3	128
95-th percentile	146
Maximum	151
Range	142
Interquartile range (IQR)	94

Descriptive statistics

Standard deviation	48.49770269
Coefficient of variation (CV)	0.5830462053
Kurtosis	-1.692031814
Mean	83.17986164
Median Absolute Deviation (MAD)	42
Skewness	-0.118534884
Sum	1515038
Variance	2352.027166
Monotocity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	196	1.1%
137	196	1.1%
123	196	1.1%
107	196	1.1%
43	196	1.1%
27	196	1.1%
138	196	1.1%
122	196	1.1%
106	196	1.1%
42	196	1.1%
Other values (86)	16254	89.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9	10	0.1%
10	22	0.1%
11	80	0.4%
12	154	0.8%
13	196	1.1%

Value	Count	Frequency (%)
151	112	0.6%
150	196	1.1%
149	196	1.1%
148	196	1.1%
147	196	1.1%

date
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	667
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Memory size	142.3 KiB

2021-10-14	28
2020-07-19	28
2020-08-10	28
2020-12-26	28
2021-05-25	28
Other values (662)	18074

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2021-10-14	28	0.2%
2020-07-19	28	0.2%
2020-08-10	28	0.2%
2020-12-26	28	0.2%
2021-05-25	28	0.2%
2021-11-06	28	0.2%
2021-03-15	28	0.2%
2020-11-28	28	0.2%
2020-11-27	28	0.2%
2020-10-23	28	0.2%
Other values (657)	17934	98.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

country
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	142.3 KiB

Brazil	18214

Frequencies
Length

Value	Count	Frequency (%)
Brazil	18214	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	6
Min length	6

state
Categorical

UNIFORM

Distinct	28
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	142.3 KiB

TOTAL	667
SP	667
RJ	658
ES	657
BA	657
Other values (23)	14908

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
TOTAL	667	3.7%
SP	667	3.7%
RJ	658	3.6%
ES	657	3.6%
BA	657	3.6%
DF	656	3.6%
MG	655	3.6%
AL	655	3.6%
RS	653	3.6%
PR	651	3.6%
Other values (18)	11638	63.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	2
Mean length	2.109860547
Min length	2

city
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	142.3 KiB

TOTAL	18214

Frequencies
Length

Value	Count	Frequency (%)
TOTAL	18214	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	5
Mean length	5
Min length	5

newDeaths
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	887
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	67.8832766
Minimum	-38
Maximum	4148
Zeros	1911
Zeros (%)	10.5%
Memory size	142.3 KiB

Quantile statistics

Minimum	-38
5-th percentile	0
Q1	4
median	13
Q3	37
95-th percentile	258
Maximum	4148
Range	4186
Interquartile range (IQR)	33

Descriptive statistics

Standard deviation	237.478655
Coefficient of variation (CV)	3.498338131
Kurtosis	86.17063929
Mean	67.8832766
Median Absolute Deviation (MAD)	12
Skewness	8.171235938
Sum	1236426
Variance	56396.11156
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1911	10.5%
1	989	5.4%
2	799	4.4%
3	725	4.0%
4	681	3.7%
5	661	3.6%
6	600	3.3%
7	523	2.9%
9	491	2.7%
8	460	2.5%
Other values (877)	10374	57.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-38	1	< 0.1%
-37	2	< 0.1%
-26	1	< 0.1%
-17	1	< 0.1%
-6	1	< 0.1%

Value	Count	Frequency (%)
4148	1	< 0.1%
4068	1	< 0.1%
3925	1	< 0.1%
3757	1	< 0.1%
3752	1	< 0.1%

deaths
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	11301
Distinct (%)	62.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20985.52487
Minimum	0
Maximum	618213
Zeros	461
Zeros (%)	2.5%
Memory size	142.3 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	1607.25
median	5371
Q3	12852.75
95-th percentile	64907.6
Maximum	618213
Range	618213
Interquartile range (IQR)	11245.5

Descriptive statistics

Standard deviation	69351.2073
Coefficient of variation (CV)	3.304716357
Kurtosis	47.82820066
Mean	20985.52487
Median Absolute Deviation (MAD)	4486.5
Skewness	6.645969636
Sum	382230350
Variance	4809589954
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	461	2.5%
1	86	0.5%
2	68	0.4%
4	52	0.3%
3	47	0.3%
5	38	0.2%
7	33	0.2%
1845	31	0.2%
6	29	0.2%
11	29	0.2%
Other values (11291)	17340	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	461	2.5%
1	86	0.5%
2	68	0.4%
3	47	0.3%
4	52	0.3%

Value	Count	Frequency (%)
618213	2	< 0.1%
618149	1	< 0.1%
618066	1	< 0.1%
618011	1	< 0.1%
617873	1	< 0.1%

newCases
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	4709
Distinct (%)	25.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2440.304052
Minimum	-1582
Maximum	124878
Zeros	506
Zeros (%)	2.8%
Memory size	142.3 KiB

Quantile statistics

Minimum	-1582
5-th percentile	4
Q1	180
median	608
Q3	1534
95-th percentile	8210.45
Maximum	124878
Range	126460
Interquartile range (IQR)	1354

Descriptive statistics

Standard deviation	8023.097762
Coefficient of variation (CV)	3.28774513
Kurtosis	58.84040605
Mean	2440.304052
Median Absolute Deviation (MAD)	514.5
Skewness	7.072100496
Sum	44447698
Variance	64370097.7
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	506	2.8%
1	134	0.7%
2	110	0.6%
3	84	0.5%
7	70	0.4%
4	64	0.4%
5	58	0.3%
8	56	0.3%
6	53	0.3%
9	51	0.3%
Other values (4699)	17028	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1582	1	< 0.1%
-1033	1	< 0.1%
-1015	1	< 0.1%
-850	1	< 0.1%
-649	1	< 0.1%

Value	Count	Frequency (%)
124878	1	< 0.1%
124248	1	< 0.1%
107120	1	< 0.1%
105200	1	< 0.1%
98261	1	< 0.1%

totalCases
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	16960
Distinct (%)	93.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	757708.0629
Minimum	1
Maximum	22223849
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	1
5-th percentile	383.65
Q1	74847.75
median	220818
Q3	496949.5
95-th percentile	2104693.65
Maximum	22223849
Range	22223848
Interquartile range (IQR)	422101.75

Descriptive statistics

Standard deviation	2485050.639
Coefficient of variation (CV)	3.279694067
Kurtosis	48.52086964
Mean	757708.0629
Median Absolute Deviation (MAD)	173156.5
Skewness	6.740311732
Sum	1.380089466e+10
Variance	6.175476677e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	68	0.4%
2	46	0.3%
6	23	0.1%
16	19	0.1%
3	18	0.1%
7	17	0.1%
10	17	0.1%
8	16	0.1%
234113	15	0.1%
379502	14	0.1%
Other values (16950)	17961	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	68	0.4%
2	46	0.3%
3	18	0.1%
4	13	0.1%
5	9	< 0.1%

Value	Count	Frequency (%)
22223849	2	< 0.1%
22220209	1	< 0.1%
22217570	1	< 0.1%
22216112	1	< 0.1%
22213731	1	< 0.1%

deathsMS
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	11254
Distinct (%)	61.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20968.18008
Minimum	0
Maximum	617948
Zeros	470
Zeros (%)	2.6%
Memory size	142.3 KiB

Quantile statistics

Minimum	0
5-th percentile	11
Q1	1602
median	5354
Q3	12825.5
95-th percentile	64897.45
Maximum	617948
Range	617948
Interquartile range (IQR)	11223.5

Descriptive statistics

Standard deviation	69307.90499
Coefficient of variation (CV)	3.30538486
Kurtosis	47.83816664
Mean	20968.18008
Median Absolute Deviation (MAD)	4478.5
Skewness	6.64634747
Sum	381914432
Variance	4803585694
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	470	2.6%
1	89	0.5%
2	62	0.3%
4	53	0.3%
3	53	0.3%
5	39	0.2%
1845	31	0.2%
7	29	0.2%
11	28	0.2%
6	27	0.1%
Other values (11244)	17333	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	470	2.6%
1	89	0.5%
2	62	0.3%
3	53	0.3%
4	53	0.3%

Value	Count	Frequency (%)
617948	2	< 0.1%
617873	1	< 0.1%
617803	1	< 0.1%
617754	1	< 0.1%
617601	1	< 0.1%

totalCasesMS
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	16978
Distinct (%)	93.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	757206.1143
Minimum	0
Maximum	22219477
Zeros	19
Zeros (%)	0.1%
Memory size	142.3 KiB

Quantile statistics

Minimum	0
5-th percentile	364
Q1	74666.75
median	220416.5
Q3	495631.5
95-th percentile	2104693.65
Maximum	22219477
Range	22219477
Interquartile range (IQR)	420964.75

Descriptive statistics

Standard deviation	2483917.426
Coefficient of variation (CV)	3.280371591
Kurtosis	48.5373291
Mean	757206.1143
Median Absolute Deviation (MAD)	173035.5
Skewness	6.741205634
Sum	1.379175217e+10
Variance	6.169845777e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	73	0.4%
2	48	0.3%
6	22	0.1%
0	19	0.1%
3	19	0.1%
16	19	0.1%
7	15	0.1%
11	14	0.1%
234113	14	0.1%
1264804	14	0.1%
Other values (16968)	17957	98.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19	0.1%
1	73	0.4%
2	48	0.3%
3	19	0.1%
4	11	0.1%

Value	Count	Frequency (%)
22219477	2	< 0.1%
22215856	1	< 0.1%
22213762	1	< 0.1%
22212343	1	< 0.1%
22209020	1	< 0.1%

deaths_per_100k_inhabitants
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	16292
Distinct (%)	89.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	139.6796306
Minimum	0
Maximum	402.78769
Zeros	461
Zeros (%)	2.5%
Memory size	142.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2683345
Q1	53.0177475
median	111.27441
Q3	218.820755
95-th percentile	339.0719975
Maximum	402.78769
Range	402.78769
Interquartile range (IQR)	165.8030075

Descriptive statistics

Standard deviation	108.8674461
Coefficient of variation (CV)	0.779408176
Kurtosis	-0.7986995749
Mean	139.6796306
Median Absolute Deviation (MAD)	81.64855
Skewness	0.5339560181
Sum	2544124.793
Variance	11852.12083
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	461	2.5%
209.19909	30	0.2%
249.67162	15	0.1%
349.26408	15	0.1%
0.49524	15	0.1%
209.65264	14	0.1%
350.56653	14	0.1%
0.17401	12	0.1%
234.82644	10	0.1%
235.65413	10	0.1%
Other values (16282)	17618	96.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	461	2.5%
0.00047	1	< 0.1%
0.00188	1	< 0.1%
0.00218	1	< 0.1%
0.00328	1	< 0.1%

Value	Count	Frequency (%)
402.78769	2	< 0.1%
402.73029	1	< 0.1%
402.64419	3	< 0.1%
402.5007	1	< 0.1%
402.4433	3	< 0.1%

totalCases_per_100k_inhabitants
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	17701
Distinct (%)	97.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6008.136497
Minimum	0.00047
Maximum	21260.19998
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	0.00047
5-th percentile	7.020105
Q1	1877.835388
median	4996.23278
Q3	9735.04662
95-th percentile	14840.18062
Maximum	21260.19998
Range	21260.19951
Interquartile range (IQR)	7857.211232

Descriptive statistics

Standard deviation	4880.167066
Coefficient of variation (CV)	0.8122596863
Kurtosis	-0.4188710013
Mean	6008.136497
Median Absolute Deviation (MAD)	3740.535975
Skewness	0.6358312677
Sum	109432198.2
Variance	23816030.59
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14884.48476	15	0.1%
13656.13213	14	0.1%
8503.99084	14	0.1%
13437.65219	13	0.1%
0.02488	12	0.1%
0.02996	11	0.1%
10243.01369	10	0.1%
0.02852	8	< 0.1%
15782.7512	6	< 0.1%
14960.34548	6	< 0.1%
Other values (17691)	18105	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00047	3	< 0.1%
0.00094	5	< 0.1%
0.00141	1	< 0.1%
0.00218	3	< 0.1%
0.00328	1	< 0.1%

Value	Count	Frequency (%)
21260.19998	4	< 0.1%
21259.53965	2	< 0.1%
21258.71425	1	< 0.1%
21257.55867	1	< 0.1%
21256.4031	1	< 0.1%

deaths_by_totalCases
Real number (ℝ_≥0)

ZEROS

Distinct	4225
Distinct (%)	23.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.02711287855
Minimum	0
Maximum	0.22222
Zeros	461
Zeros (%)	2.5%
Memory size	142.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01279
Q1	0.01994
median	0.02421
Q3	0.02865
95-th percentile	0.0583435
Maximum	0.22222
Range	0.22222
Interquartile range (IQR)	0.00871

Descriptive statistics

Standard deviation	0.01548039036
Coefficient of variation (CV)	0.5709607826
Kurtosis	15.2057768
Mean	0.02711287855
Median Absolute Deviation (MAD)	0.00432
Skewness	2.843580144
Sum	493.83397
Variance	0.0002396424856
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	461	2.5%
0.02794	41	0.2%
0.02161	40	0.2%
0.02795	37	0.2%
0.02174	37	0.2%
0.02166	37	0.2%
0.02558	36	0.2%
0.01616	36	0.2%
0.02066	35	0.2%
0.02421	34	0.2%
Other values (4215)	17420	95.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	461	2.5%
0.003	1	< 0.1%
0.00336	1	< 0.1%
0.00383	1	< 0.1%
0.00508	1	< 0.1%

Value	Count	Frequency (%)
0.22222	2	< 0.1%
0.21053	2	< 0.1%
0.1875	1	< 0.1%
0.18182	1	< 0.1%
0.175	1	< 0.1%

recovered
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	9169
Distinct (%)	52.2%
Missing	643
Missing (%)	3.5%
Infinite	0
Infinite (%)	0.0%

Mean	709266.6757
Minimum	1
Maximum	21057998
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	1
5-th percentile	570.5
Q1	71378.5
median	207128
Q3	470229
95-th percentile	2007263
Maximum	21057998
Range	21057997
Interquartile range (IQR)	398850.5

Descriptive statistics

Standard deviation	2315092.464
Coefficient of variation (CV)	3.264064905
Kurtosis	48.68700362
Mean	709266.6757
Median Absolute Deviation (MAD)	158462
Skewness	6.730371536
Sum	1.246252476e+10
Variance	5.359653118e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
150649	164	0.9%
1	111	0.6%
256642	90	0.5%
1524	40	0.2%
85917	36	0.2%
3	34	0.2%
271474	33	0.2%
233154	33	0.2%
413270	33	0.2%
365849	33	0.2%
Other values (9159)	16964	93.1%
(Missing)	643	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	111	0.6%
2	2	< 0.1%
3	34	0.2%
5	10	0.1%
7	19	0.1%

Value	Count	Frequency (%)
21057998	4	< 0.1%
21041915	15	0.1%
21041635	3	< 0.1%
20866854	7	< 0.1%
20829656	1	< 0.1%

suspects
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	2916
Distinct (%)	18.6%
Missing	2544
Missing (%)	14.0%
Infinite	0
Infinite (%)	0.0%

Mean	328097.425
Minimum	1
Maximum	7958935
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	1
5-th percentile	204.9
Q1	1381
median	11304
Q3	100417.25
95-th percentile	1190573
Maximum	7958935
Range	7958934
Interquartile range (IQR)	99036.25

Descriptive statistics

Standard deviation	1135846.268
Coefficient of variation (CV)	3.461917654
Kurtosis	26.10361806
Mean	328097.425
Median Absolute Deviation (MAD)	10985
Skewness	4.989507639
Sum	5141286650
Variance	1.290146744e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52017	340	1.9%
5095	189	1.0%
359	148	0.8%
566	140	0.8%
12634	132	0.7%
292	129	0.7%
833	128	0.7%
1386	127	0.7%
919	127	0.7%
4091	126	0.7%
Other values (2906)	14084	77.3%
(Missing)	2544	14.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	41	0.2%
7	4	< 0.1%

Value	Count	Frequency (%)
7958935	126	0.7%
7614414	44	0.2%
6929736	19	0.1%
6655234	17	0.1%
6395973	16	0.1%

tests
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	4241
Distinct (%)	25.1%
Missing	1344
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%

Mean	2471467.978
Minimum	854
Maximum	65497639
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	854
5-th percentile	25302.75
Q1	234886
median	669696
Q3	1517052
95-th percentile	7025614
Maximum	65497639
Range	65496785
Interquartile range (IQR)	1282166

Descriptive statistics

Standard deviation	7715283.843
Coefficient of variation (CV)	3.121741374
Kurtosis	38.32912071
Mean	2471467.978
Median Absolute Deviation (MAD)	482472
Skewness	5.987523409
Sum	4.169366479e+10
Variance	5.952560479e+13
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2313502	360	2.0%
782118	329	1.8%
999004	189	1.0%
980727	171	0.9%
14183490	147	0.8%
1978117	125	0.7%
1136800	124	0.7%
1027782	121	0.7%
2320266	117	0.6%
5538249	117	0.6%
Other values (4231)	15070	82.7%
(Missing)	1344	7.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
854	1	< 0.1%
908	1	< 0.1%
924	3	< 0.1%
960	3	< 0.1%
1146	4	< 0.1%

Value	Count	Frequency (%)
65497639	4	< 0.1%
65380088	18	0.1%
65191446	7	< 0.1%
65182444	2	< 0.1%
64755932	14	0.1%

tests_per_100k_inhabitants
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	4246
Distinct (%)	25.2%
Missing	1344
Missing (%)	7.4%
Infinite	0
Infinite (%)	0.0%

Mean	17370.44963
Minimum	36.76166
Maximum	62512.00608
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	36.76166
5-th percentile	537.32035
Q1	7011.51445
median	15299.99892
Q3	25938.58987
95-th percentile	41868.98793
Maximum	62512.00608
Range	62475.24442
Interquartile range (IQR)	18927.07542

Descriptive statistics

Standard deviation	12785.68162
Coefficient of variation (CV)	0.7360593361
Kurtosis	0.4269755484
Mean	17370.44963
Median Absolute Deviation (MAD)	9498.11776
Skewness	0.8004062339
Sum	293039485.2
Variance	163473654.5
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13399.9979	360	2.0%
25938.58987	329	1.8%
11612.45701	189	1.0%
11400.00453	171	0.9%
30888.0308	147	0.8%
13299.99656	125	0.7%
32624.79818	124	0.7%
24798.11668	117	0.6%
16171.99388	117	0.6%
26162.3302	117	0.6%
Other values (4236)	15074	82.8%
(Missing)	1344	7.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.76166	1	< 0.1%
37.20571	3	< 0.1%
39.36821	1	< 0.1%
41.96141	3	< 0.1%
43.86646	3	< 0.1%

Value	Count	Frequency (%)
62512.00608	55	0.3%
58637.48244	22	0.1%
57829.08748	17	0.1%
57238.41581	33	0.2%
56466.49421	15	0.1%

vaccinated
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	8082
Distinct (%)	85.2%
Missing	8731
Missing (%)	47.9%
Infinite	0
Infinite (%)	0.0%

Mean	5846245.467
Minimum	2
Maximum	160667831
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	2
5-th percentile	38511
Q1	361351
median	1402720
Q3	3830004
95-th percentile	16396021.9
Maximum	160667831
Range	160667829
Interquartile range (IQR)	3468653

Descriptive statistics

Standard deviation	19128532.64
Coefficient of variation (CV)	3.271934569
Kurtosis	43.18663067
Mean	5846245.467
Median Absolute Deviation (MAD)	1203575
Skewness	6.375926657
Sum	5.543994576e+10
Variance	3.65900761e+14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1205877	34	0.2%
10692831	22	0.1%
13024072	17	0.1%
3	16	0.1%
566240	14	0.1%
2541765	14	0.1%
507972	14	0.1%
5776792	14	0.1%
3092431	14	0.1%
1054924	14	0.1%
Other values (8072)	9310	51.1%
(Missing)	8731	47.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	11	0.1%
3	16	0.1%
4	10	0.1%
5	6	< 0.1%
6	4	< 0.1%

Value	Count	Frequency (%)
160667831	1	< 0.1%
160644102	1	< 0.1%
160564579	1	< 0.1%
160512350	1	< 0.1%
160503670	1	< 0.1%

vaccinated_per_100_inhabitants
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	8092
Distinct (%)	85.3%
Missing	8731
Missing (%)	47.9%
Infinite	0
Infinite (%)	0.0%

Mean	36.60396681
Minimum	1e-05
Maximum	83.28754
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	1e-05
5-th percentile	1.32248
Q1	10.54077
median	34.8994
Q3	63.36793
95-th percentile	75.592603
Maximum	83.28754
Range	83.28753
Interquartile range (IQR)	52.82716

Descriptive statistics

Standard deviation	27.03898519
Coefficient of variation (CV)	0.7386900257
Kurtosis	-1.519773236
Mean	36.60396681
Median Absolute Deviation (MAD)	26.50727
Skewness	0.1114544285
Sum	347115.4173
Variance	731.10672
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67.85168	34	0.2%
71.89394	22	0.1%
75.43652	17	0.1%
70.28292	14	0.1%
78.26953	14	0.1%
72.94561	14	0.1%
60.06307	14	0.1%
76.962	14	0.1%
80.62754	14	0.1%
79.03029	14	0.1%
Other values (8082)	9312	51.1%
(Missing)	8731	47.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1e-05	1	< 0.1%
2e-05	5	< 0.1%
3e-05	3	< 0.1%
4e-05	4	< 0.1%
5e-05	4	< 0.1%

Value	Count	Frequency (%)
83.28754	1	< 0.1%
83.27979	1	< 0.1%
83.25704	1	< 0.1%
83.23257	1	< 0.1%
83.23149	1	< 0.1%

vaccinated_second
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	7605
Distinct (%)	86.4%
Missing	9411
Missing (%)	51.7%
Infinite	0
Infinite (%)	0.0%

Mean	3630527.088
Minimum	1
Maximum	137114385
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	1
5-th percentile	22289
Q1	189675
median	711406
Q3	2094741.5
95-th percentile	10614156.8
Maximum	137114385
Range	137114384
Interquartile range (IQR)	1905066.5

Descriptive statistics

Standard deviation	12952751.5
Coefficient of variation (CV)	3.567733055
Kurtosis	60.82938132
Mean	3630527.088
Median Absolute Deviation (MAD)	642658
Skewness	7.391764128
Sum	3.195952996e+10
Variance	1.677737714e+14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10466084	17	0.1%
7587786	14	0.1%
240014	14	0.1%
258351	14	0.1%
1968749	14	0.1%
1760829	14	0.1%
326494	14	0.1%
7692839	14	0.1%
799151	14	0.1%
420673	14	0.1%
Other values (7595)	8660	47.5%
(Missing)	9411	51.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4	< 0.1%
4	2	< 0.1%
36	1	< 0.1%
65	2	< 0.1%
75	1	< 0.1%

Value	Count	Frequency (%)
137114385	1	< 0.1%
137005105	1	< 0.1%
136795554	1	< 0.1%
136582562	1	< 0.1%
136569045	1	< 0.1%

vaccinated_second_per_100_inhabitants
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	7620
Distinct (%)	86.6%
Missing	9411
Missing (%)	51.7%
Infinite	0
Infinite (%)	0.0%

Mean	21.85981066
Minimum	0
Maximum	76.74488
Zeros	4
Zeros (%)	< 0.1%
Memory size	142.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.76389
Q1	6.244625
median	13.48632
Q3	36.98652
95-th percentile	60.62044
Maximum	76.74488
Range	76.74488
Interquartile range (IQR)	30.741895

Descriptive statistics

Standard deviation	19.78980513
Coefficient of variation (CV)	0.9053054227
Kurtosis	-0.5760016579
Mean	21.85981066
Median Absolute Deviation (MAD)	11.34455
Skewness	0.8188978835
Sum	192431.9132
Variance	391.6363871
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60.62044	17	0.1%
47.69887	14	0.1%
60.37271	14	0.1%
50.80859	14	0.1%
67.61604	14	0.1%
56.50074	14	0.1%
42.649	14	0.1%
57.84339	14	0.1%
66.36186	14	0.1%
52.76118	14	0.1%
Other values (7610)	8660	47.5%
(Missing)	9411	51.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.00012	1	< 0.1%
0.00045	1	< 0.1%
0.00092	1	< 0.1%
0.0011	1	< 0.1%

Value	Count	Frequency (%)
76.74488	1	< 0.1%
76.71242	1	< 0.1%
76.61298	1	< 0.1%
76.50935	1	< 0.1%
76.50425	1	< 0.1%

vaccinated_single
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	2796
Distinct (%)	57.0%
Missing	13310
Missing (%)	73.1%
Infinite	0
Infinite (%)	0.0%

Mean	316907.1011
Minimum	35
Maximum	4947888
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	35
5-th percentile	10292
Q1	40525.5
median	97788.5
Q3	248043.75
95-th percentile	1161138.5
Maximum	4947888
Range	4947853
Interquartile range (IQR)	207518.25

Descriptive statistics

Standard deviation	836813.3358
Coefficient of variation (CV)	2.640563537
Kurtosis	21.69225839
Mean	316907.1011
Median Absolute Deviation (MAD)	67856.5
Skewness	4.710802522
Sum	1554112424
Variance	7.002565591e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40125	85	0.5%
261797	80	0.4%
115144	47	0.3%
172991	33	0.2%
175537	30	0.2%
328122	28	0.2%
10957	28	0.2%
35820	26	0.1%
93201	22	0.1%
173073	20	0.1%
Other values (2786)	4505	24.7%
(Missing)	13310	73.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
35	2	< 0.1%
195	1	< 0.1%
300	1	< 0.1%
442	1	< 0.1%
736	1	< 0.1%

Value	Count	Frequency (%)
4947888	1	< 0.1%
4947255	1	< 0.1%
4946620	1	< 0.1%
4945348	1	< 0.1%
4917755	1	< 0.1%

vaccinated_single_per_100_inhabitants
Real number (ℝ_≥0)

MISSING

Distinct	2791
Distinct (%)	56.9%
Missing	13310
Missing (%)	73.1%
Infinite	0
Infinite (%)	0.0%

Mean	2.0743524
Minimum	8e-05
Maximum	9.43855
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	8e-05
5-th percentile	0.6882545
Q1	1.5256
median	1.78988
Q3	2.2937475
95-th percentile	3.35124
Maximum	9.43855
Range	9.43847
Interquartile range (IQR)	0.7681475

Descriptive statistics

Standard deviation	1.367851674
Coefficient of variation (CV)	0.6594114259
Kurtosis	14.36961417
Mean	2.0743524
Median Absolute Deviation (MAD)	0.37026
Skewness	3.496487691
Sum	10172.62417
Variance	1.871018202
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.74555	85	0.5%
1.76021	80	0.4%
2.86524	47	0.3%
1.81008	33	0.2%
1.83672	30	0.2%
1.8088	28	0.2%
2.86972	28	0.2%
2.0155	26	0.1%
2.67476	22	0.1%
1.81094	20	0.1%
Other values (2781)	4505	24.7%
(Missing)	13310	73.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8e-05	2	< 0.1%
0.00171	1	< 0.1%
0.00459	1	< 0.1%
0.00861	1	< 0.1%
0.0135	1	< 0.1%

Value	Count	Frequency (%)
9.43855	1	< 0.1%
9.29828	9	< 0.1%
9.29825	1	< 0.1%
9.29818	1	< 0.1%
9.27932	1	< 0.1%

vaccinated_third
Real number (ℝ_≥0)

MISSING

Distinct	1867
Distinct (%)	70.6%
Missing	15570
Missing (%)	85.5%
Infinite	0
Infinite (%)	0.0%

Mean	744130.9433
Minimum	1
Maximum	23983696
Zeros	0
Zeros (%)	0.0%
Memory size	142.3 KiB

Quantile statistics

Minimum	1
5-th percentile	779.15
Q1	29358
median	157487.5
Q3	422110.5
95-th percentile	2583996.25
Maximum	23983696
Range	23983695
Interquartile range (IQR)	392752.5

Descriptive statistics

Standard deviation	2444885.816
Coefficient of variation (CV)	3.285558594
Kurtosis	43.91303475
Mean	744130.9433
Median Absolute Deviation (MAD)	142411.5
Skewness	6.282892762
Sum	1967482214
Variance	5.977466654e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	24	0.1%
1819319	17	0.1%
1370365	14	0.1%
342135	14	0.1%
577890	14	0.1%
21345	14	0.1%
181631	14	0.1%
19443	14	0.1%
21329	14	0.1%
176421	14	0.1%
Other values (1857)	2491	13.7%
(Missing)	15570	85.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	24	0.1%
3	8	< 0.1%
7	2	< 0.1%
11	3	< 0.1%
12	4	< 0.1%

Value	Count	Frequency (%)
23983696	1	< 0.1%
23775890	1	< 0.1%
23326643	1	< 0.1%
22846232	1	< 0.1%
22820476	1	< 0.1%

vaccinated_third_per_100_inhabitants
Real number (ℝ_≥0)

MISSING

Distinct	1869
Distinct (%)	70.7%
Missing	15570
Missing (%)	85.5%
Infinite	0
Infinite (%)	0.0%

Mean	4.088762485
Minimum	0
Maximum	21.47884
Zeros	11
Zeros (%)	0.1%
Memory size	142.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.028371
Q1	1.01241
median	3.302505
Q3	6.40928
95-th percentile	10.7075885
Maximum	21.47884
Range	21.47884
Interquartile range (IQR)	5.39687

Descriptive statistics

Standard deviation	3.686721684
Coefficient of variation (CV)	0.9016717644
Kurtosis	1.384662198
Mean	4.088762485
Median Absolute Deviation (MAD)	2.52223
Skewness	1.133620939
Sum	10810.68801
Variance	13.59191678
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.53765	17	0.1%
5.06307	14	0.1%
5.44236	14	0.1%
12.04479	14	0.1%
8.40327	14	0.1%
2.29896	14	0.1%
3.52367	14	0.1%
8.51479	14	0.1%
6.5034	14	0.1%
6.86135	14	0.1%
Other values (1859)	2501	13.7%
(Missing)	15570	85.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	11	0.1%
2e-05	6	< 0.1%
3e-05	5	< 0.1%
5e-05	3	< 0.1%
6e-05	6	< 0.1%

Value	Count	Frequency (%)
21.47884	1	< 0.1%
21.46488	1	< 0.1%
20.36818	3	< 0.1%
19.95501	2	< 0.1%
18.98916	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	epi_week	date	country	state	city	newCases	totalCases	totalCasesMS	totalCases_per_100k_inhabitants	recovered	suspects	tests	tests_per_100k_inhabitants	vaccinated	vaccinated_per_100_inhabitants	vaccinated_second	vaccinated_second_per_100_inhabitants	vaccinated_single	vaccinated_single_per_100_inhabitants	vaccinated_third	vaccinated_third_per_100_inhabitants
0	9	2020-02-25	Brazil	SP	TOTAL	1	1	0	0.00218	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	9	2020-02-25	Brazil	TOTAL	TOTAL	1	1	0	0.00047	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	9	2020-02-26	Brazil	SP	TOTAL	0	1	1	0.00218	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	9	2020-02-26	Brazil	TOTAL	TOTAL	0	1	1	0.00047	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	9	2020-02-27	Brazil	SP	TOTAL	0	1	1	0.00218	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	9	2020-02-27	Brazil	TOTAL	TOTAL	0	1	1	0.00047	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
6	9	2020-02-28	Brazil	SP	TOTAL	1	2	1	0.00436	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
7	9	2020-02-28	Brazil	TOTAL	TOTAL	1	2	1	0.00094	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
8	9	2020-02-29	Brazil	SP	TOTAL	0	2	2	0.00436	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
9	9	2020-02-29	Brazil	TOTAL	TOTAL	0	2	2	0.00094	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Last rows

	epi_week	date	country	state	city	deaths	totalCases	deathsMS	totalCasesMS	deaths_per_100k_inhabitants	totalCases_per_100k_inhabitants	deaths_by_totalCases	recovered	suspects	tests	tests_per_100k_inhabitants	vaccinated	vaccinated_per_100_inhabitants	vaccinated_second	vaccinated_second_per_100_inhabitants	vaccinated_single	vaccinated_single_per_100_inhabitants	vaccinated_third	vaccinated_third_per_100_inhabitants
18204	151	2021-12-22	Brazil	RJ	TOTAL	69347	1349608	69347	1349608	401.66365	7817.04289	0.05138	1274186.0	52017.0	2313502.0	13399.99790	13024072.0	75.43652	10466084.0	60.62044	365251.0	2.11556	1819319.0	10.53765
18205	151	2021-12-22	Brazil	RN	TOTAL	7554	385374	7554	385374	215.40680	10989.16892	0.01960	256642.0	172078.0	1066514.0	30412.28132	2615942.0	74.59514	2270714.0	64.75076	59688.0	1.70204	458911.0	13.08612
18206	151	2021-12-22	Brazil	RO	TOTAL	6706	282962	6706	282962	377.32983	15921.56311	0.02370	267994.0	394865.0	1110979.0	62512.00608	1228913.0	69.14786	1002724.0	56.42077	36097.0	2.03109	115580.0	6.50340
18207	151	2021-12-22	Brazil	RR	TOTAL	2070	128786	2070	128786	341.71893	21260.19998	0.01607	125676.0	5095.0	355203.0	58637.48244	375645.0	62.01208	258351.0	42.64900	10957.0	1.80880	21345.0	3.52367
18208	151	2021-12-22	Brazil	RS	TOTAL	36377	1500037	36377	1500037	319.73487	13184.54328	0.02425	1462593.0	10647.0	6080338.0	53443.00142	8904911.0	78.26953	7692839.0	67.61604	304620.0	2.67745	1370365.0	12.04479
18209	151	2021-12-22	Brazil	SC	TOTAL	20135	1238751	20135	1238751	281.02716	17289.42992	0.01625	1209453.0	189692.0	2568392.0	35847.42493	5776792.0	80.62754	4833654.0	67.46402	260762.0	3.63949	577890.0	8.06570
18210	151	2021-12-22	Brazil	SE	TOTAL	6056	278439	6056	278439	263.45371	12112.91097	0.02175	271606.0	445.0	604183.0	26283.72782	1736819.0	75.55671	1493990.0	64.99294	40125.0	1.74555	201941.0	8.78502
18211	151	2021-12-22	Brazil	SP	TOTAL	155008	4450144	155008	4450141	337.56797	9691.28085	0.03483	4270000.0	1137203.0	19501783.0	42469.91918	38244847.0	83.28754	35240521.0	76.74488	1184742.0	2.58007	8649974.0	18.83744
18212	151	2021-12-22	Brazil	TO	TOTAL	3927	234113	3927	234113	249.67162	14884.48476	0.01677	228371.0	359.0	721136.0	45848.53382	1054924.0	67.07018	799151.0	50.80859	34337.0	2.18308	81992.0	5.21290
18213	151	2021-12-22	Brazil	TOTAL	TOTAL	618213	22223849	617948	22219477	289.80866	10418.19566	0.02782	21057998.0	7958935.0	65497639.0	30704.27711	160667831.0	75.31859	137114385.0	64.27710	4917755.0	2.30537	23983696.0	11.24318

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows